{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!pip install open_clip_torch transformers"
      ],
      "metadata": {
        "id": "JvaEkx8Cyvhg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "vE4lFFkKyotX"
      },
      "outputs": [],
      "source": [
        "import open_clip\n",
        "import torch\n",
        "\n",
        "model, _, transform = open_clip.create_model_and_transforms(\n",
        "  model_name=\"coca_ViT-L-14\",\n",
        "  pretrained=\"mscoco_finetuned_laion2B-s13B-b90k\"\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://i.imgur.com/8H7XCH0.jpg -O cat.jpg"
      ],
      "metadata": {
        "id": "oOaE1AmDyth_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Image\n",
        "Image('cat.jpg')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 407
        },
        "id": "Y9Q6bhVA2L01",
        "outputId": "1b920080-e8cd-4d2f-fb23-30e6f1b612f9"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/jpeg": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from PIL import Image\n",
        "im = Image.open(\"cat.jpg\").convert(\"RGB\")\n",
        "im = transform(im).unsqueeze(0)\n",
        "\n",
        "with torch.no_grad(), torch.cuda.amp.autocast():\n",
        "  generated = model.generate(im)\n",
        "\n",
        "print(open_clip.decode(generated[0]).split(\"<end_of_text>\")[0].replace(\"<start_of_text>\", \"\"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "byZKXMGzyr5Y",
        "outputId": "122eb099-6704-4e3c-fa7c-a05dd87ce64f"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "an orange and white cat on top of a turtle . \n"
          ]
        }
      ]
    }
  ]
}